New Isolates of Betachloroviruses Shed Light on the Diversity and Biological Complexity of an Unexplored Group of Giant Algal Viruses
Abstract
1. Introduction
2. Materials and Methods
2.1. Virus Isolation and Purification
2.2. Plaque Phenotype Assays
2.3. Genome Sequencing and Assembly
2.4. Gene Prediction and Annotation
2.5. Phylogenetic Analyses
2.6. Genomic Collinearity Analysis and Species Demarcation Criteria
2.7. Ortholog Clustering and Pan-Genome Construction
3. Results
3.1. Phylogenetics and Genomic Features of New Betachloroviruses
3.2. Genomic Organization of Different Species of Betachloroviruses
3.3. Pan-Genome Evolution and COG-Sharing Pattern of Betachloroviruses
3.4. Quasi-Identical Isolates Exhibit Different Plaque Phenotypes
4. Discussion
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
A32 | Packaging ATPase |
AAI | Average Amino acid Identity |
ANI | Average Nucleotide Identity |
ATCV-1 | Acanthocystis turfacea Chlorella virus 1 |
CDS | Coding Sequence |
COGs | Cluster of Orthologous Groups of genes |
ds | Double-stranded |
ICTV | International Committee on Taxonomy of Viruses |
kbp | Kilobase pair |
MCP | Major Capsid Protein |
NCBI | National Center for Biotechnology Information |
NCVOG | Nucleocytoviricota Orthologous Groups of genes |
ORFs | Open Reading Frames |
PBCV-1 | Paramecium bursaria Chlorella virus 1 |
PolB | DNA polymerase B family |
TFIIB | Transcription Factor IIB |
TopoII | DNA Topoisomerase II |
VLTF3 | Poxvirus Late Transcription Factor 3 |
References
- Güemes, A.G.C.; Youle, M.; Cantú, V.A.; Felts, B.; Nulton, J.; Rohwer, F. Viruses as Winners in the Game of Life. Annu. Rev. Virol. 2016, 3, 197–214. [Google Scholar] [CrossRef]
- Schulz, F.; Abergel, C.; Woyke, T. Giant Virus Biology and Diversity in the Era of Genome-Resolved Metagenomics. Nat. Rev. Microbiol. 2022, 20, 721–736. [Google Scholar] [CrossRef] [PubMed]
- Aylward, F.O.; Moniruzzaman, M.; Ha, A.D.; Koonin, E.V. A Phylogenomic Framework for Charting the Diversity and Evolution of Giant Viruses. PLoS Biol. 2021, 19, e3001430. [Google Scholar] [CrossRef] [PubMed]
- Current ICTV Taxonomy Release | ICTV. Available online: https://ictv.global/taxonomy (accessed on 17 April 2025).
- Wilson, W.H.; Van Etten, J.L.; Allen, M.J. The Phycodnaviridae: The Story of How Tiny Giants Rule the World. In Lesser Known Large dsDNA Viruses; Van Etten, J.L., Ed.; Springer: Berlin, Heidelberg, 2009; pp. 1–42. ISBN 978-3-540-68618-7. [Google Scholar]
- Van Etten, J.L.; Dunigan, D.D.; Nagasaki, K.; Schroeder, D.C.; Grimsley, N.; Brussaard, C.P.D.; Nissimov, J.I. Phycodnaviruses (Phycodnaviridae). In Encyclopedia of Virology, 4th ed.; Bamford, D.H., Zuckerman, M., Eds.; Academic Press: Oxford, UK, 2021; pp. 687–695. ISBN 978-0-12-814516-6. [Google Scholar]
- Van Etten, J.L.; Burbank, D.E.; Kuczmarski, D.; Meints, R.H. Virus Infection of Culturable Chlorella-Like Algae and Development of a Plaque Assay. Science 1983, 219, 994–996. [Google Scholar] [CrossRef] [PubMed]
- Van Etten, J.L.; Meints, R.H. Giant Viruses Infecting Algae. Annu. Rev. Microbiol. 1999, 53, 447–494. [Google Scholar] [CrossRef]
- Van Etten, J.L.; Agarkova, I.V.; Dunigan, D.D. Chloroviruses. Viruses 2020, 12, 20. [Google Scholar] [CrossRef]
- Carvalho, J.V.R.P.; Carlson, R.M.; Ghosh, J.; Queiroz, V.F.; de Oliveira, E.G.; Botelho, B.B.; Filho, C.A.C.; Agarkova, I.V.; McClung, O.W.; Van Etten, J.L.; et al. Genomics and Evolutionary Analysis of Chlorella Variabilis-Infecting Viruses Demarcate Criteria for Defining Species of Giant Viruses. J. Virol. 2024, 98, e0036124. [Google Scholar] [CrossRef]
- Henriques, L.R.; Botelho, B.B.F.; Carlson, R.M.; Carvalho, J.V.R.P.; Oliveira, E.G.; Agarkova, I.V.; Van Etten, J.L.; Dunigan, D.D.; Rodrigues, R.A.L. Revealing the Hidden Diversity of Chlorella Heliozoae-Infecting Giant Viruses. npj Viruses 2025, 3, 12. [Google Scholar] [CrossRef]
- Fitzgerald, L.A.; Graves, M.V.; Li, X.; Feldblyum, T.; Hartigan, J.; Van Etten, J.L. Sequence and Annotation of the 314-Kb MT325 and the 321-Kb FR483 Viruses That Infect Chlorella Pbi. Virology 2007, 358, 459–471. [Google Scholar] [CrossRef]
- Jeanniard, A.; Dunigan, D.D.; Gurnon, J.R.; Agarkova, I.V.; Kang, M.; Vitek, J.; Duncan, G.; McClung, O.W.; Larsen, M.; Claverie, J.-M.; et al. Towards Defining the Chloroviruses: A Genomic Journey through a Genus of Large DNA Viruses. BMC Genom. 2013, 14, 158. [Google Scholar] [CrossRef]
- Speciale, I.; Agarkova, I.; Duncan, G.A.; Van Etten, J.L.; De Castro, C. Structure of the N-Glycans from the Chlorovirus NE-JV-1. Antonie van Leeuwenhoek 2017, 110, 1391–1399. [Google Scholar] [CrossRef]
- Reisser, W.; Becket, B.; Klein, T. Studies on ultrastructure and host range of a Chlorella attacking virus. Protoplasma 1986, 135, 162–165. [Google Scholar] [CrossRef]
- Quispe, C.F.; Esmael, A.; Sonderman, O.; McQuinn, M.; Agarkova, I.; Battah, M.; Duncan, G.A.; Dunigan, D.D.; Smith, T.P.L.; De Castro, C.; et al. Characterization of a New Chlorovirus Type with Permissive and Non-Permissive Features on Phylogenetically Related Algal Strains. Virology 2017, 500, 103–113. [Google Scholar] [CrossRef] [PubMed]
- Agarkova, I.V.; Lane, L.C.; Dunigan, D.D.; Quispe, C.F.; Duncan, G.A.; Milrot, E.; Minsky, A.; Esmael, A.; Ghosh, J.S.; Van Etten, J.L. Identification of a Chlorovirus PBCV-1 Protein Involved in Degrading the Host Cell Wall during Virus Infection. Viruses 2021, 13, 782. [Google Scholar] [CrossRef] [PubMed]
- Koren, S.; Walenz, B.P.; Berlin, K.; Miller, J.R.; Bergman, N.H.; Phillippy, A.M. Canu: Scalable and Accurate Long-Read Assembly via Adaptive k-Mer Weighting and Repeat Separation. Genome Res. 2017, 27, 722–736. [Google Scholar] [CrossRef] [PubMed]
- Besemer, J.; Lomsadze, A.; Borodovsky, M. GeneMarkS: A Self-Training Method for Prediction of Gene Starts in Microbial Genomes. Implications for Finding Sequence Motifs in Regulatory Regions. Nucleic Acids Res. 2001, 29, 2607–2618. [Google Scholar] [CrossRef]
- Laslett, D.; Canback, B. ARAGORN, a Program to Detect tRNA Genes and tmRNA Genes in Nucleotide Sequences. Nucleic Acids Res. 2004, 32, 11–16. [Google Scholar] [CrossRef] [PubMed]
- Lowe, T.M.; Chan, P.P. tRNAscan-SE On-Line: Integrating Search and Context for Analysis of Transfer RNA Genes. Nucleic Acids Res. 2016, 44, W54–W57. [Google Scholar] [CrossRef] [PubMed]
- Chan, P.P.; Lowe, T.M. tRNAscan-SE: Searching for tRNA Genes in Genomic Sequences. In Gene Prediction: Methods and Protocols; Kollmar, M., Ed.; Methods in Molecular Biology; Springer: New York, NY, USA, 2019; pp. 1–14. ISBN 978-1-4939-9173-0. [Google Scholar]
- Buchfink, B.; Reuter, K.; Drost, H.-G. Sensitive Protein Alignments at Tree-of-Life Scale Using DIAMOND. Nat. Methods 2021, 18, 366–368. [Google Scholar] [CrossRef]
- Zimmermann, L.; Stephens, A.; Nam, S.-Z.; Rau, D.; Kübler, J.; Lozajic, M.; Gabler, F.; Söding, J.; Lupas, A.N.; Alva, V. A Completely Reimplemented MPI Bioinformatics Toolkit with a New HHpred Server at Its Core. J. Mol. Biol. 2018, 430, 2237–2243. [Google Scholar] [CrossRef]
- InterProScan 5: Genome-Scale Protein Function Classification | Bioinformatics | Oxford Academic. Available online: https://academic.oup.com/bioinformatics/article/30/9/1236/237988 (accessed on 16 April 2025).
- Yutin, N.; Wolf, Y.I.; Raoult, D.; Koonin, E.V. Eukaryotic Large Nucleo-Cytoplasmic DNA Viruses: Clusters of Orthologous Genes and Reconstruction of Viral Genome Evolution. Virol. J. 2009, 6, 223. [Google Scholar] [CrossRef]
- Edgar, R.C. MUSCLE: Multiple Sequence Alignment with High Accuracy and High Throughput. Nucleic Acids Res. 2004, 32, 1792–1797. [Google Scholar] [CrossRef] [PubMed]
- Tamura, K.; Stecher, G.; Kumar, S. MEGA11: Molecular Evolutionary Genetics Analysis Version 11. Mol. Biol. Evol. 2021, 38, 3022–3027. [Google Scholar] [CrossRef] [PubMed]
- Kalyaanamoorthy, S.; Minh, B.Q.; Wong, T.K.F.; von Haeseler, A.; Jermiin, L.S. ModelFinder: Fast Model Selection for Accurate Phylogenetic Estimates. Nat. Methods 2017, 14, 587–589. [Google Scholar] [CrossRef]
- Minh, B.Q.; Schmidt, H.A.; Chernomor, O.; Schrempf, D.; Woodhams, M.D.; von Haeseler, A.; Lanfear, R. IQ-TREE 2: New Models and Efficient Methods for Phylogenetic Inference in the Genomic Era. Mol. Biol. Evol. 2020, 37, 1530–1534. [Google Scholar] [CrossRef]
- Letunic, I.; Bork, P. Interactive Tree of Life (iTOL) v6: Recent Updates to the Phylogenetic Tree Display and Annotation Tool. Nucleic Acids Res. 2024, 52, W78–W82. [Google Scholar] [CrossRef] [PubMed]
- Darling, A.C.E.; Mau, B.; Blattner, F.R.; Perna, N.T. Mauve: Multiple Alignment of Conserved Genomic Sequence With Rearrangements. Genome Res. 2004, 14, 1394–1403. [Google Scholar] [CrossRef] [PubMed]
- Nishimura, Y.; Yamada, K.; Okazaki, Y.; Ogata, H. DiGAlign: Versatile and Interactive Visualization of Sequence Alignment for Comparative Genomics. Microbes Environ. 2024, 39, ME2306. [Google Scholar] [CrossRef]
- Jain, C.; Rodriguez-R, L.M.; Phillippy, A.M.; Konstantinidis, K.T.; Aluru, S. High throughput ANI analysis of 90K prokaryotic genomes reveals clear species boundaries. Nat. Commun. 2018, 9, 5114. [Google Scholar] [CrossRef]
- Kim, D.; Park, S.; Chun, J. Introducing EzAAI: A pipeline for high throughput calculations of prokaryotic average amino acid identity. J. Microbiol. 2021, 59, 476–480, Erratum in: J. Microbiol. 2023, 61, 879. [Google Scholar] [CrossRef]
- R: The R Project for Statistical Computing. Available online: https://www.r-project.org/ (accessed on 13 November 2014).
- Emms, D.M.; Kelly, S. OrthoFinder: Phylogenetic Orthology Inference for Comparative Genomics. Genome Biol. 2019, 20, 238. [Google Scholar] [CrossRef]
- Bastian, M.; Heymann, S.; Jacomy, M. Gephi: An Open Source Software for Exploring and Manipulating Networks. Proc. Int. AAAI Conf. Web Soc. Media 2009, 3, 361–362. [Google Scholar] [CrossRef]
- Conway, J.R.; Lex, A.; Gehlenborg, N. UpSetR: An R Package for the Visualization of Intersecting Sets and Their Properties. Bioinformatics 2017, 33, 2938–2940. [Google Scholar] [CrossRef] [PubMed]
- Gu, Z.; Eils, R.; Schlesner, M. Complex Heatmaps Reveal Patterns and Correlations in Multidimensional Genomic Data. Bioinformatics 2016, 32, 2847–2849. [Google Scholar] [CrossRef]
- Rodrigues, R.A.L.; Queiroz, V.F.; Ghosh, J.; Dunigan, D.D.; Van Etten, J.L. Functional Genomic Analyses Reveal an Open Pan-Genome for the Chloroviruses and a Potential for Genetic Innovation in New Isolates. J. Virol. 2022, 96, e0136721. [Google Scholar] [CrossRef] [PubMed]
- Shao, Q.; Agarkova, I.V.; Noel, E.A.; Dunigan, D.D.; Liu, Y.; Wang, A.; Guo, M.; Xie, L.; Zhao, X.; Rossmann, M.G.; et al. Near-Atomic, Non-Icosahedrally Averaged Structure of Giant Virus Paramecium Bursaria Chlorella Virus 1. Nat. Commun. 2022, 13, 6476. [Google Scholar] [CrossRef]
- Pushkarev, A.; Inoue, K.; Larom, S.; Flores-Uribe, J.; Singh, M.; Konno, M.; Tomida, S.; Ito, S.; Nakamura, R.; Tsunoda, S.P.; et al. A distinct abundant group of microbial rhodopsins discovered using functional metagenomics. Nature 2018, 558, 595–599. [Google Scholar] [CrossRef]
- Duncan, G.A.; Dunigan, D.D.; Van Etten, J.L. Diversity of tRNA Clusters in the Chloroviruses. Viruses 2020, 12, 1173. [Google Scholar] [CrossRef]
- Aldeguer-Riquelme, B.; Conrad, R.E.; Antón, J.; Rossello-Mora, R.; Konstantinidis, K.T. A Natural ANI Gap That Can Define Intra-Species Units of Bacteriophages and Other Viruses. mBio 2024, 15, e0153624. [Google Scholar] [CrossRef]
- Meints, R.H.; Van Etten, J.L.; Kuczmarski, D.; Lee, K.; Ang, B. Viral Infection of the Symbiotic Chlorella-like Alga Present in Hydra Viridis. Virology 1981, 113, 698–703. [Google Scholar] [CrossRef]
- Meints, R.H.; Lee, K.; Burbank, D.E.; Van Etten, J.L. Infection of a Chlorella-like Alga with the Virus, PBCV-1: Ultrastructural Studies. Virology 1984, 138, 341–346. [Google Scholar] [CrossRef] [PubMed]
- Van Etten, J.L.; Gurnon, J.R.; Yanai-Balser, G.M.; Dunigan, D.D.; Graves, M.V. Chlorella Viruses Encode Most, If Not All, of the Machinery to Glycosylate Their Glycoproteins Independent of the Endoplasmic Reticulum and Golgi. Biochim. Biophys. Acta (BBA)-Gen. Subj. 2010, 1800, 152–159. [Google Scholar] [CrossRef]
- De Castro, C.; Molinaro, A.; Piacente, F.; Gurnon, J.R.; Sturiale, L.; Palmigiano, A.; Lanzetta, R.; Parrilli, M.; Garozzo, D.; Tonetti, M.G.; et al. Structure of N-Linked Oligosaccharides Attached to Chlorovirus PBCV-1 Major Capsid Protein Reveals Unusual Class of Complex N-Glycans. Proc. Natl. Acad. Sci. USA 2013, 110, 13956–13960. [Google Scholar] [CrossRef] [PubMed]
- De Castro, C.; Klose, T.; Speciale, I.; Lanzetta, R.; Molinaro, A.; Van Etten, J.L.; Rossmann, M.G. Structure of the Chlorovirus PBCV-1 Major Capsid Glycoprotein Determined by Combining Crystallographic and Carbohydrate Molecular Modeling Approaches. Proc. Natl. Acad. Sci. USA 2018, 115, E44–E52. [Google Scholar] [CrossRef] [PubMed]
- Speciale, I.; Laugieri, M.E.; Noel, E.; Lin, S.; Lowary, T.L.; Molinaro, A.; Duncan, G.A.; Agarkova, I.V.; Garozzo, D.; Tonetti, M.G.; et al. Chlorovirus PBCV-1 Protein A064R Has Three of the Transferase Activities Necessary to Synthesize Its Capsid Protein N-Linked Glycans. Proc. Natl. Acad. Sci. USA 2020, 117, 28735–28742. [Google Scholar] [CrossRef]
- Speciale, I.; Notaro, A.; Abergel, C.; Lanzetta, R.; Lowary, T.L.; Molinaro, A.; Tonetti, M.; Van Etten, J.L.; De Castro, C. The Astounding World of Glycans from Giant Viruses. Chem. Rev. 2022, 122, 15717–15766. [Google Scholar] [CrossRef]
- Dunigan, D.D.; Agarkova, I.V.; Esmael, A.; Alvarez, S.; Van Etten, J.L. Early-Phase Drive to the Precursor Pool: Chloroviruses Dive into the Deep End of Nucleotide Metabolism. Viruses 2023, 15, 911. [Google Scholar] [CrossRef]
- Bubeck, J.A.; Pfitzner, A.J.P. Isolation and Characterization of a New Type of Chlorovirus That Infects an Endosymbiotic Chlorella Strain of the Heliozoon Acanthocystis Turfacea. J. Gen. Virol. 2005, 86, 2871–2877. [Google Scholar] [CrossRef]
- Hososhima, S.; Mizutori, R.; Abe-Yoshizumi, R.; Rozenberg, A.; Shigemura, S.; Pushkarev, A.; Konno, M.; Katayama, K.; Inoue, K.; Tsunoda, S.P.; et al. Proton-transporting heliorhodopsins from marine giant viruses. eLife 2022, 6, e78416. [Google Scholar] [CrossRef]
- Bornemann, C.; Follmann, H. Large-scale production and plaque titration of European Chlorella viruses. J. Virol. Methods 1997, 67, 119–125. [Google Scholar] [CrossRef]
- Code | ICTV. Available online: https://ictv.global/about/code (accessed on 9 June 2025).
- Meng, L.; Delmont, T.O.; Gaïa, M.; Pelletier, E.; Fernàndez-Guerra, A.; Chaffron, S.; Neches, R.Y.; Wu, J.; Kaneko, H.; Endo, H.; et al. Genomic Adaptation of Giant Viruses in Polar Oceans. Nat. Commun. 2023, 14, 6233. [Google Scholar] [CrossRef] [PubMed]
- Rodriguez, J.F.; Esteban, M. Plaque Size Phenotype as a Selectable Marker to Generate Vaccinia Virus Recombinants. J. Virol. 1989, 63, 997–1001. [Google Scholar] [CrossRef] [PubMed]
- Kanno, T.; Mackay, D.; Inoue, T.; Wilsden, G.; Yamakawa, M.; Yamazoe, R.; Yamaguchi, S.; Shirai, J.; Kitching, P.; Murakami, Y. Mapping the Genetic Determinants of Pathogenicity and Plaque Phenotype in Swine Vesicular Disease Virus. J. Virol. 1999, 73, 2710–2716. [Google Scholar] [CrossRef] [PubMed]
- Olson, V.A.; Karem, K.L.; Smith, S.K.; Hughes, C.M.; Damon, I.K. Smallpox Virus Plaque Phenotypes: Genetic, Geographical and Case Fatality Relationships. J. Gen. Virol. 2009, 90, 792–798. [Google Scholar] [CrossRef]
- Medaglia, M.L.G.; Moussatché, N.; Nitsche, A.; Dabrowski, P.W.; Li, Y.; Damon, I.K.; Lucas, C.G.O.; Arruda, L.B.; Damaso, C.R. Genomic Analysis, Phenotype, and Virulence of the Historical Brazilian Smallpox Vaccine Strain IOC: Implications for the Origins and Evolutionary Relationships of Vaccinia Virus. J. Virol. 2015, 89, 11909–11925. [Google Scholar] [CrossRef] [PubMed]
- Trindade, G.S.; Emerson, G.L.; Carroll, D.S.; Kroon, E.G.; Damon, I.K. Brazilian Vaccinia Viruses and Their Origins. Emerg. Infect. Dis. 2007, 13, 965–972. [Google Scholar] [CrossRef] [PubMed]
- Mandary, M.B.; Masomian, M.; Ong, S.-K.; Poh, C.L. Characterization of Plaque Variants and the Involvement of Quasi-Species in a Population of EV-A71. Viruses 2020, 12, 651. [Google Scholar] [CrossRef]
- Furtado, N.D.; Gómez, M.M.; de Mello, I.S.; Fernandes, D.R.; Bonaldo, M.C. Phenotypic and Genetic Studies of the Viral Lineage Associated with the Recent Yellow Fever Outbreak in Brazil. Viruses 2022, 14, 1818. [Google Scholar] [CrossRef]
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Souza, J.W.; Henriques, L.R.; Carlson, R.M.; Botelho, B.B.F.; Carvalho, J.V.R.P.; Santos, J.P.N.; Aguiar, E.R.G.R.; Agarkova, I.V.; Van Etten, J.L.; Dunigan, D.D.; et al. New Isolates of Betachloroviruses Shed Light on the Diversity and Biological Complexity of an Unexplored Group of Giant Algal Viruses. Viruses 2025, 17, 1096. https://doi.org/10.3390/v17081096
Souza JW, Henriques LR, Carlson RM, Botelho BBF, Carvalho JVRP, Santos JPN, Aguiar ERGR, Agarkova IV, Van Etten JL, Dunigan DD, et al. New Isolates of Betachloroviruses Shed Light on the Diversity and Biological Complexity of an Unexplored Group of Giant Algal Viruses. Viruses. 2025; 17(8):1096. https://doi.org/10.3390/v17081096
Chicago/Turabian StyleSouza, Júlia W., Lethícia R. Henriques, Roger M. Carlson, Bruna B. F. Botelho, João Victor R. P. Carvalho, João Pedro N. Santos, Eric R. G. R. Aguiar, Irina V. Agarkova, James L. Van Etten, David D. Dunigan, and et al. 2025. "New Isolates of Betachloroviruses Shed Light on the Diversity and Biological Complexity of an Unexplored Group of Giant Algal Viruses" Viruses 17, no. 8: 1096. https://doi.org/10.3390/v17081096
APA StyleSouza, J. W., Henriques, L. R., Carlson, R. M., Botelho, B. B. F., Carvalho, J. V. R. P., Santos, J. P. N., Aguiar, E. R. G. R., Agarkova, I. V., Van Etten, J. L., Dunigan, D. D., & Rodrigues, R. A. L. (2025). New Isolates of Betachloroviruses Shed Light on the Diversity and Biological Complexity of an Unexplored Group of Giant Algal Viruses. Viruses, 17(8), 1096. https://doi.org/10.3390/v17081096